{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# MLPClassifier（多层感知器分类器）\n",
    "# 官方文档说明书: https://scikit-learn.org/stable/modules/neural_networks_supervised.html\n",
    "# 相关公式推导: https://blog.csdn.net/xholes/article/details/78461164\n",
    "\n",
    "# INTRODUCTION:\n",
    "# 不能支持GPU\n",
    "# 只支持交叉熵损失函数(\"Currently, MLPClassifier supports only the Cross-Entropy loss function\")\n",
    "# 使用softmax函数来表现预测结果概率.要得到概率,可调用\"predict_proba\"函数\n",
    "# 支持一样例多标签的分类\n",
    "# 参数alpha用以正则化(L2 regularization),来惩罚权重.\n",
    "# scale化.均值变1,方差变0\n",
    "# 热启动与监控\n",
    "import pprint\n",
    "import warnings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "权重矩阵:\n",
      "[array([[-0.14196276, -0.02104562, -0.85522848, -3.51355396, -0.60434709],\n",
      "       [-0.69744683, -0.9347486 , -0.26422217, -3.35199017,  0.06640954]]), array([[ 0.29164405, -0.14147894],\n",
      "       [ 2.39665167, -0.6152434 ],\n",
      "       [-0.51650256,  0.51452834],\n",
      "       [ 4.0186541 , -0.31920293],\n",
      "       [ 0.32903482,  0.64394475]]), array([[-4.53025854],\n",
      "       [-0.86285329]])]\n",
      "权重矩阵大小: [(2, 5), (5, 2), (2, 1)]\n",
      "偏置b:\n",
      "[array([-0.14962269,  0.75950271, -0.5472481 ,  6.92417703, -0.87510813]), array([-0.47635084, -0.76834882]), array([8.53354251])]\n",
      "偏置b大小: [(5,), (2,), (1,)]\n",
      "预测结果:\n",
      "[1 0]\n",
      "[[1.96718015e-004 9.99803282e-001]\n",
      " [1.00000000e+000 4.67017947e-144]]\n"
     ]
    }
   ],
   "source": [
    "# 官方示例\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "X = [[0., 0.], [1., 1.]]\n",
    "y = [0, 1]\n",
    "clf = MLPClassifier(solver='lbfgs', alpha=1e-5, hidden_layer_sizes=(5, 2), random_state=1)\n",
    "clf.fit(X, y)\n",
    "MLPClassifier(alpha=1e-05, hidden_layer_sizes=(5, 2), random_state=1, solver='lbfgs')\n",
    "\n",
    "print('权重矩阵:\\n', clf.coefs_, sep='')\n",
    "print('权重矩阵大小: ', [coef.shape for coef in clf.coefs_], sep='')\n",
    "print('偏置b:\\n', clf.intercepts_, sep='')\n",
    "print('偏置b大小: ', [intercept.shape for intercept in clf.intercepts_], sep='')\n",
    "\n",
    "print('预测结果:')\n",
    "print(clf.predict([[2., 2.], [-1., -2.]]))\n",
    "print(clf.predict_proba([[2., 2.], [-1., -2.]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.99999999 1.        ]] predicted as:  [[1 1]]\n",
      "[[7.67594868e-05 9.99992280e-01]] predicted as:  [[0 1]]\n"
     ]
    }
   ],
   "source": [
    "# 支持一样例多标签的分类的示例:\n",
    "X = [[0., 0.], [1., 1.]]\n",
    "y = [[0, 1], [1, 1]]\n",
    "clf = MLPClassifier(solver='lbfgs', alpha=1e-5, hidden_layer_sizes=(15,), random_state=1)\n",
    "clf.fit(X, y)\n",
    "print(clf.predict_proba([[1., 2.]]), 'predicted as: ', clf.predict([[1., 2.]]))\n",
    "print(clf.predict_proba([[0., 0.]]), 'predicted as: ', clf.predict([[0., 0.]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 1, loss = 0.32009978\n",
      "Iteration 2, loss = 0.15347534\n",
      "Iteration 3, loss = 0.11544755\n",
      "Iteration 4, loss = 0.09279764\n",
      "Iteration 5, loss = 0.07889367\n",
      "Iteration 6, loss = 0.07170497\n",
      "Iteration 7, loss = 0.06282111\n",
      "Iteration 8, loss = 0.05530788\n",
      "Iteration 9, loss = 0.04960484\n",
      "Iteration 10, loss = 0.04645355\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\neural_network\\multilayer_perceptron.py:566: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (10) reached and the optimization hasn't converged yet.\n",
      "  % self.max_iter, ConvergenceWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set score: 0.986800\n",
      "Test set score: 0.970000\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import fetch_openml\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "\n",
    "# Load data from https://www.openml.org/d/554\n",
    "X, y = fetch_openml('mnist_784', version=1, return_X_y=True)\n",
    "X = X / 255.\n",
    "\n",
    "# rescale the data, use the traditional train/test split\n",
    "X_train, X_test = X[:60000], X[60000:]\n",
    "y_train, y_test = y[:60000], y[60000:]\n",
    "\n",
    "mlp = MLPClassifier(hidden_layer_sizes=(50,), max_iter=10, alpha=1e-4,\n",
    "                    solver='sgd', verbose=10, random_state=1,\n",
    "                    learning_rate_init=.1)\n",
    "\n",
    "mlp.fit(X_train, y_train)\n",
    "print(\"Training set score: %f\" % mlp.score(X_train, y_train))\n",
    "print(\"Test set score: %f\" % mlp.score(X_test, y_test))\n",
    "\n",
    "fig, axes = plt.subplots(4, 4)\n",
    "# use global min / max to ensure all weights are shown on the same scale\n",
    "vmin, vmax = mlp.coefs_[0].min(), mlp.coefs_[0].max()\n",
    "for coef, ax in zip(mlp.coefs_[0].T, axes.ravel()):\n",
    "    ax.matshow(coef.reshape(28, 28), cmap=plt.cm.gray, vmin=.5 * vmin,\n",
    "               vmax=.5 * vmax)\n",
    "    ax.set_xticks(())\n",
    "    ax.set_yticks(())\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x648 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 正则化惩罚\n",
    "\n",
    "# Author: Issam H. Laradji\n",
    "# License: BSD 3 clause\n",
    "\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.datasets import make_moons, make_circles, make_classification\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "\n",
    "h = .02  # step size in the mesh\n",
    "\n",
    "alphas = np.logspace(-5, 3, 5)\n",
    "names = ['alpha ' + str(i) for i in alphas]\n",
    "\n",
    "classifiers = []\n",
    "for i in alphas:\n",
    "    classifiers.append(MLPClassifier(solver='lbfgs', alpha=i, random_state=1,\n",
    "                                     hidden_layer_sizes=[100, 100]))\n",
    "\n",
    "X, y = make_classification(n_features=2, n_redundant=0, n_informative=2,\n",
    "                           random_state=0, n_clusters_per_class=1)\n",
    "rng = np.random.RandomState(2)\n",
    "X += 2 * rng.uniform(size=X.shape)\n",
    "linearly_separable = (X, y)\n",
    "\n",
    "datasets = [make_moons(noise=0.3, random_state=0),\n",
    "            make_circles(noise=0.2, factor=0.5, random_state=1),\n",
    "            linearly_separable]\n",
    "\n",
    "figure = plt.figure(figsize=(17, 9))\n",
    "i = 1\n",
    "# iterate over datasets\n",
    "for X, y in datasets:\n",
    "    # preprocess dataset, split into training and test part\n",
    "    X = StandardScaler().fit_transform(X)\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.4)\n",
    "\n",
    "    x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5\n",
    "    y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5\n",
    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
    "                         np.arange(y_min, y_max, h))\n",
    "\n",
    "    # just plot the dataset first\n",
    "    cm = plt.cm.RdBu\n",
    "    cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n",
    "    ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n",
    "    # Plot the training points\n",
    "    ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright)\n",
    "    # and testing points\n",
    "    ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, alpha=0.6)\n",
    "    ax.set_xlim(xx.min(), xx.max())\n",
    "    ax.set_ylim(yy.min(), yy.max())\n",
    "    ax.set_xticks(())\n",
    "    ax.set_yticks(())\n",
    "    i += 1\n",
    "\n",
    "    # iterate over classifiers\n",
    "    for name, clf in zip(names, classifiers):\n",
    "        ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n",
    "        clf.fit(X_train, y_train)\n",
    "        score = clf.score(X_test, y_test)\n",
    "\n",
    "        # Plot the decision boundary. For that, we will assign a color to each\n",
    "        # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
    "        if hasattr(clf, \"decision_function\"):\n",
    "            Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
    "        else:\n",
    "            Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n",
    "\n",
    "        # Put the result into a color plot\n",
    "        Z = Z.reshape(xx.shape)\n",
    "        ax.contourf(xx, yy, Z, cmap=cm, alpha=.8)\n",
    "\n",
    "        # Plot also the training points\n",
    "        ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright,\n",
    "                   edgecolors='black', s=25)\n",
    "        # and testing points\n",
    "        ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright,\n",
    "                   alpha=0.6, edgecolors='black', s=25)\n",
    "\n",
    "        ax.set_xlim(xx.min(), xx.max())\n",
    "        ax.set_ylim(yy.min(), yy.max())\n",
    "        ax.set_xticks(())\n",
    "        ax.set_yticks(())\n",
    "        ax.set_title(name)\n",
    "        ax.text(xx.max() - .3, yy.min() + .3, ('%.2f' % score).lstrip('0'),\n",
    "                size=15, horizontalalignment='right')\n",
    "        i += 1\n",
    "\n",
    "figure.subplots_adjust(left=.02, right=.98)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 标准化数据. 均值变成0,方差变成1\n",
    "# Scale的方法有: Minmaxscaler, robustscaler\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "scaler = StandardScaler()\n",
    "# Don't cheat - fit only on training data\n",
    "scaler.fit(X_train)\n",
    "X_train = scaler.transform(X_train)\n",
    "# apply same transformation to test data\n",
    "X_test = scaler.transform(X_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.91340593 0.08659407]]\n",
      "[[0.91342648 0.08657352]]\n",
      "[[0.91344597 0.08655403]]\n",
      "[[0.91357357 0.08642643]]\n",
      "[[0.91370388 0.08629612]]\n",
      "[[0.91383162 0.08616838]]\n",
      "[[0.91395728 0.08604272]]\n",
      "[[0.91407891 0.08592109]]\n",
      "[[0.91419703 0.08580297]]\n",
      "[[0.91431204 0.08568796]]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\neural_network\\multilayer_perceptron.py:566: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (1) reached and the optimization hasn't converged yet.\n",
      "  % self.max_iter, ConvergenceWarning)\n"
     ]
    }
   ],
   "source": [
    "# 热启动与监控\n",
    "X = [[0., 0.], [1., 1.]]\n",
    "y = [0, 1]\n",
    "# 通过max_iter=1, warm_start=True实现\n",
    "clf = MLPClassifier(hidden_layer_sizes=(15,), random_state=1, max_iter=1, warm_start=True)\n",
    "for i in range(10):\n",
    "    clf.fit(X, y)\n",
    "    print(clf.predict_proba([[-1., -2.]]))\n",
    "    # additional monitoring / inspection\n"
   ]
  }
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